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Thermography and machine learning combination for comprehensive analysis of transient response of a photovoltaic module to water cooling

Author

Listed:
  • Sohani, Ali
  • Cornaro, Cristina
  • Shahverdian, Mohammad Hassan
  • Hoseinzadeh, Siamak
  • Moser, David
  • Nastasi, Benedetto
  • Sayyaadi, Hoseyn
  • Astiaso Garcia, Davide

Abstract

Water flow cooling is a cost-effective and environmentally friendly way to enhance the performance of a photovoltaic (PV) system. However, most of the studies have investigated a PV unit with water flow cooling in the steady-state condition. Therefore, as the novelty, this study aims at modeling and investigation of the system performance in the transient condition. For a 50W polycrystalline PV module, the annual experimental data is utilized to find its transient response to water flow cooling, which covers temperature and power improvement (ΔT and ΔP). An artificial neural network (ANN) is developed using the experimental data for prediction of ΔT and ΔP. ANN is validated and then, utilized to provide a comprehensive discussion about the impact of effective parameters on the system response. According to the results, for all the investigated cases, there is a threshold value for water flow rate. For instance, when wind velocity and ambient temperature are 1 ms−1 and 25 °C, the threshold values for the solar radiation values of 800, 1000, and 1200 Wm-2 are 0.009, 0.013, and 0.015 kgs−1, respectively. Moreover, irradiance and ambient temperature have great impacts on dimensionless ΔT and ΔP, while wind velocity is the least effective one.

Suggested Citation

  • Sohani, Ali & Cornaro, Cristina & Shahverdian, Mohammad Hassan & Hoseinzadeh, Siamak & Moser, David & Nastasi, Benedetto & Sayyaadi, Hoseyn & Astiaso Garcia, Davide, 2023. "Thermography and machine learning combination for comprehensive analysis of transient response of a photovoltaic module to water cooling," Renewable Energy, Elsevier, vol. 210(C), pages 451-461.
    • Handle: RePEc:eee:renene:v:210:y:2023:i:c:p:451-461
    DOI: 10.1016/j.renene.2023.04.073
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    References listed on IDEAS

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    1. Khalaf, Arkan Elttayef & Eleiwi, Muhammad Asmail & Yassen, Tadahmun A., 2023. "Enhancing the overall performance of the hybrid solar photovoltaic collector by open water cycle jet-cooling," Renewable Energy, Elsevier, vol. 208(C), pages 492-503.
    2. Sudhakar, P. & Santosh, R. & Asthalakshmi, B. & Kumaresan, G. & Velraj, R., 2021. "Performance augmentation of solar photovoltaic panel through PCM integrated natural water circulation cooling technique," Renewable Energy, Elsevier, vol. 172(C), pages 1433-1448.
    3. Wu, Shuang-Ying & Chen, Chen & Xiao, Lan, 2018. "Heat transfer characteristics and performance evaluation of water-cooled PV/T system with cooling channel above PV panel," Renewable Energy, Elsevier, vol. 125(C), pages 936-946.
    4. Nižetić, Sandro & Jurčević, Mišo & Čoko, Duje & Arıcı, Müslüm, 2021. "A novel and effective passive cooling strategy for photovoltaic panel," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    5. Menon, Govind S. & Murali, S. & Elias, Jacob & Aniesrani Delfiya, D.S. & Alfiya, P.V. & Samuel, Manoj P., 2022. "Experimental investigations on unglazed photovoltaic-thermal (PVT) system using water and nanofluid cooling medium," Renewable Energy, Elsevier, vol. 188(C), pages 986-996.
    6. Al-Amri, Fahad & Saeed, Farooq & Mujeebu, Muhammad Abdul, 2022. "Novel dual-function racking structure for passive cooling of solar PV panels –thermal performance analysis," Renewable Energy, Elsevier, vol. 198(C), pages 100-113.
    7. Socrates Kaplanis & Eleni Kaplani, 2018. "A New Dynamic Model to Predict Transient and Steady State PV Temperatures Taking into Account the Environmental Conditions," Energies, MDPI, vol. 12(1), pages 1-17, December.
    8. Luo, Zhenyu & Zhu, Na & Hu, Pingfang & Lei, Fei & Zhang, Yaxi, 2022. "Simulation study on performance of PV-PCM-TE system for year-round analysis," Renewable Energy, Elsevier, vol. 195(C), pages 263-273.
    9. Abdollahi, Nasrin & Rahimi, Masoud, 2020. "Potential of water natural circulation coupled with nano-enhanced PCM for PV module cooling," Renewable Energy, Elsevier, vol. 147(P1), pages 302-309.
    10. Gao, Yuanzhi & Dai, Zhaofeng & Wu, Dongxu & Wang, Changling & Chen, Bo & Zhang, Xiaosong, 2022. "Transient performance assessment of a hybrid PV-TEG system integrated with PCM under non-uniform radiation conditions: A numerical investigation," Renewable Energy, Elsevier, vol. 198(C), pages 352-366.
    11. Herrando, María & Ramos, Alba & Zabalza, Ignacio & Markides, Christos N., 2019. "A comprehensive assessment of alternative absorber-exchanger designs for hybrid PVT-water collectors," Applied Energy, Elsevier, vol. 235(C), pages 1583-1602.
    12. Ali Sohani & Mohammad Hassan Shahverdian & Hoseyn Sayyaadi & Siamak Hoseinzadeh & Saim Memon & Giuseppe Piras & Davide Astiaso Garcia, 2021. "Energy and Exergy Analyses on Seasonal Comparative Evaluation of Water Flow Cooling for Improving the Performance of Monocrystalline PV Module in Hot-Arid Climate," Sustainability, MDPI, vol. 13(11), pages 1-12, May.
    13. Wojciech Luboń & Grzegorz Pełka & Mirosław Janowski & Leszek Pająk & Michał Stefaniuk & Jarosław Kotyza & Paweł Reczek, 2020. "Assessing the Impact of Water Cooling on PV Modules Efficiency," Energies, MDPI, vol. 13(10), pages 1-13, May.
    14. Li, Fuxiang & Wu, Wei, 2022. "Coupled electrical-thermal performance estimation of photovoltaic devices: A transient multiphysics framework with robust parameter extraction and 3-D thermal analysis," Applied Energy, Elsevier, vol. 319(C).
    15. Hadipour, Amirhosein & Rajabi Zargarabadi, Mehran & Rashidi, Saman, 2021. "An efficient pulsed- spray water cooling system for photovoltaic panels: Experimental study and cost analysis," Renewable Energy, Elsevier, vol. 164(C), pages 867-875.
    16. Khanmohammdi, Shoaib & Musharavati, Farayi & Sheykhmohammadi, Mehran, 2022. "Energy and exergy examinations of a PVT based hybrid system for power, heating and potable water production: Transient modeling," Renewable Energy, Elsevier, vol. 195(C), pages 540-553.
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